{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,7]],"date-time":"2024-08-07T07:35:48Z","timestamp":1723016148598},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,8]]},"abstract":"<jats:p>This survey    overviews  a new  research agenda on the  economics of machine learning, pursued at the Strategic IntelliGence for Machine Agent (SIGMA) Lab  at UChicago.  This overall research agenda has two themes:  machine learning for economics and, conversely, economics for machine learning (ML). The first theme focuses on designing and analyzing ML algorithms for economic problems, ranging from foundational economic models to influential real-world applications such as recommender systems and national security. The second theme  employs economic principles to study  machine learning itself, such as the valuation and pricing of data, information and ML models, and designing incentive  mechanisms to improve large-scale ML research peer reviews.  While   our research focuses primarily on developing methodologies,  in each theme we  also highlight  some real-world impacts of these works, including ongoing large-scale live experiments and potential deployments for various applications.<\/jats:p>","DOI":"10.24963\/ijcai.2023\/807","type":"proceedings-article","created":{"date-parts":[[2023,8,11]],"date-time":"2023-08-11T08:31:30Z","timestamp":1691742690000},"page":"7057-7061","source":"Crossref","is-referenced-by-count":0,"title":["The Economics of Machine Learning"],"prefix":"10.24963","author":[{"given":"Haifeng","family":"Xu","sequence":"first","affiliation":[{"name":"Department of Computer Science"},{"name":"University of Chicago"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"number":"32","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-2023","name":"Thirty-Second International Joint Conference on Artificial Intelligence {IJCAI-23}","start":{"date-parts":[[2023,8,19]]},"theme":"Artificial Intelligence","location":"Macau, SAR China","end":{"date-parts":[[2023,8,25]]}},"container-title":["Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2023,8,11]],"date-time":"2023-08-11T08:56:25Z","timestamp":1691744185000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2023\/807"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2023,8]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2023\/807","relation":{},"subject":[],"published":{"date-parts":[[2023,8]]}}}